42 citations · 45 across the 5 of their papers we have counts for
5 papers
Deep Learning in Physical Layer: Review on Data Driven End-to-End Communication Systems and their Enabling Semantic Applications
Nazmul Islam, Seokjoo Shin
Deep learning (DL) has revolutionized wireless communication systems by introducing datadriven end-to-end (E2E) learning, where the physical layer (PHY) is transformed into DL arch…
Review of Deep Learning-based Malware Detection for Android and Windows System
Nazmul Islam, Seokjoo Shin
Differentiating malware is important to determine their behaviors and level of threat; as well as to devise defensive strategy against them. In response, various anti-malware syste…
Channel model for end-to-end learning of communications systems: A survey
Ijaz Ahmad, Seokjoo Shin
The traditional communication model based on chain of multiple independent processing blocks is constraint to efficiency and introduces artificial barriers. Thus, each individually…
Just-Noticeable-Difference Based Edge Map Quality Measure
Ijaz Ahmad, Seokjoo Shin
The performance of an edge detector can be improved when assisted with an effective edge map quality measure. Several evaluation methods have been proposed resulting in different p…
A Pixel-based Encryption Method for Privacy-Preserving Deep Learning Models
Ijaz Ahmad, Seokjoo Shin
In the recent years, pixel-based perceptual algorithms have been successfully applied for privacy-preserving deep learning (DL) based applications. However, their security has been…